{
 "cells": [
  {
   "cell_type": "raw",
   "id": "cdaef132-a92c-4277-a159-f9e7f2d9f402",
   "metadata": {},
   "source": [
    "---\n",
    "title: 3D camera pose geometry\n",
    "subtitle: Using PyVista to visualize the 3D geometry of the projection setup\n",
    "skip_exec: true\n",
    "---"
   ]
  },
  {
   "cell_type": "raw",
   "id": "3fbc7c2f-ba14-4042-9d58-579f29502bd8",
   "metadata": {},
   "source": [
    "::: {.callout-note}\n",
    "3D plotting in Jupyter can be annoying to set up, not to mention getting it to work on a remote server. Be sure to follow [all instructions in the PyVista documentation](https://docs.pyvista.org/version/stable/user-guide/jupyter/trame.html#trame-jupyter-backend-for-pyvista) to resolve common bugs.\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6df5aaaa-972c-486a-97bd-e25b918da019",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyvista\n",
    "import torch\n",
    "from diffdrr.drr import DRR\n",
    "from diffdrr.visualization import drr_to_mesh, img_to_mesh\n",
    "\n",
    "from diffpose.deepfluoro import DeepFluoroDataset\n",
    "from diffpose.visualization import fiducials_to_mesh, lines_to_mesh"
   ]
  },
  {
   "cell_type": "raw",
   "id": "f3c00c78-4207-4035-809e-0d6ccd16a0a6",
   "metadata": {},
   "source": [
    "::: {.callout-tip}\n",
    "## If running Jupyter remotely, run the following...\n",
    "```\n",
    "pyvista.start_xvfb()\n",
    "pyvista.global_theme.trame.server_proxy_enabled = True\n",
    "pyvista.global_theme.trame.server_proxy_prefix = \"/proxy/\"\n",
    "```\n",
    ":::"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d75937d6-4944-43d7-848a-e2654cf67c65",
   "metadata": {},
   "outputs": [],
   "source": [
    "pyvista.set_jupyter_backend(\"trame\")\n",
    "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e9c4812-904c-4ba4-8ba1-07b01b74f91a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialize DiffDRR for Patient 1\n",
    "SUBSAMPLE = 6.410714285714286\n",
    "specimen = DeepFluoroDataset(id_number=1)\n",
    "height = int((1536 - 100) / SUBSAMPLE)\n",
    "delx = 0.194 * SUBSAMPLE\n",
    "\n",
    "drr = DRR(\n",
    "    specimen.volume,\n",
    "    specimen.spacing,\n",
    "    sdr=specimen.focal_len / 2,\n",
    "    height=height,\n",
    "    delx=delx,\n",
    "    x0=specimen.x0,\n",
    "    y0=specimen.y0,\n",
    "    reverse_x_axis=True,\n",
    "    bone_attenuation_multiplier=2.5,\n",
    ").to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "79821669-093f-415f-9c2d-28b51363c54e",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, pose = specimen[69]\n",
    "rotations = pose.get_rotation().to(device)\n",
    "translations = pose.get_translation().to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "67d3015c-b16a-482d-a1d5-ee98a1849847",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Performing Labeled Surface Extraction: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████[00:01<00:00]\n",
      "Finding and Labeling Connected Regions.: 100%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████[00:00<00:00]\n",
      "Smoothing Mesh using Taubin Smoothing: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████[00:04<00:00]\n",
      "Filling Holes: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████[00:00<00:00]\n",
      "Cleaning: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████[00:00<00:00]\n"
     ]
    }
   ],
   "source": [
    "# Extract a mesh from the CT\n",
    "ct = drr_to_mesh(drr, method=\"surface_nets\", threshold=145, verbose=True)\n",
    "\n",
    "# Make meshes for the camera and detector plane and\n",
    "# convert the DRR into a texture for the detector plane\n",
    "camera, detector, texture, principal_ray = img_to_mesh(\n",
    "    drr, rotations, translations, \"matrix\"\n",
    ")\n",
    "\n",
    "# Compute the locations of 3D fiducials and projected 2D fiducials\n",
    "fiducials_3d, fiducials_2d = fiducials_to_mesh(\n",
    "    specimen,\n",
    "    rotations,\n",
    "    translations,\n",
    "    detector=detector,\n",
    "    parameterization=\"matrix\",\n",
    ")\n",
    "\n",
    "# Draw lines from the camera to the 2D fiducials\n",
    "lines = lines_to_mesh(camera, fiducials_2d)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "589b7ccb-c9f2-4e8c-8102-073708c16c88",
   "metadata": {},
   "source": [
    "## Rendering a single X-ray in an interactive window\n",
    "\n",
    "Exporting a notebook to HTML does not also automatically catch the PyVista plots, so the interactive plot has been manually saved to HTML and loaded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4db49ef8-0e94-4d73-903e-8cd4d1d43cdc",
   "metadata": {},
   "outputs": [],
   "source": [
    "plotter = pyvista.Plotter()\n",
    "plotter.add_mesh(ct)\n",
    "plotter.add_mesh(camera, show_edges=True)\n",
    "plotter.add_mesh(detector, texture=texture)\n",
    "plotter.add_mesh(principal_ray, color=\"red\")\n",
    "plotter.add_mesh(\n",
    "    fiducials_3d,\n",
    "    color=\"blueviolet\",\n",
    "    point_size=7.5,\n",
    "    render_points_as_spheres=True,\n",
    ")\n",
    "plotter.add_mesh(\n",
    "    fiducials_2d,\n",
    "    color=\"lime\",\n",
    "    point_size=5,\n",
    "    render_points_as_spheres=True,\n",
    ")\n",
    "for line in lines:\n",
    "    plotter.add_mesh(line, color=\"lime\")\n",
    "\n",
    "plotter.add_axes()\n",
    "plotter.add_bounding_box()\n",
    "\n",
    "# plotter.show()  # If running Jupyter locally\n",
    "# plotter.show(jupyter_backend=\"server\")  # If running Jupyter remotely\n",
    "plotter.export_html(\"render.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31911061-1d57-4799-987b-8503f6e99406",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"749\"\n",
       "            height=\"500\"\n",
       "            src=\"render.html\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import IFrame\n",
    "\n",
    "IFrame(\"render.html\", height=500, width=749)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73e367b5-5e99-48d5-8bb1-d0eba81ac23e",
   "metadata": {},
   "source": [
    "## Rendering multiple X-rays in a static window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1794d5e-1f14-4cd7-880e-6305c9a0733b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=1024x768>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Initialize the plot with the CT and 3D fiducials (shared across all plots)\n",
    "plotter = pyvista.Plotter()\n",
    "plotter.add_mesh(ct)\n",
    "plotter.add_mesh(\n",
    "    fiducials_3d,\n",
    "    color=\"blueviolet\",\n",
    "    point_size=7.5,\n",
    "    render_points_as_spheres=True,\n",
    ")\n",
    "\n",
    "# Render a subset of the X-rays\n",
    "for idx, color in zip([0, 2, 69, 100], [\"#1b9e77\", \"#d95f02\", \"#7570b3\", \"#e7298a\"]):\n",
    "    _, pose = specimen[idx]\n",
    "    rotations = pose.get_rotation().to(device)\n",
    "    translations = pose.get_translation().to(device)\n",
    "\n",
    "    camera, detector, texture, _ = img_to_mesh(\n",
    "        drr, rotations, translations, parameterization=\"matrix\"\n",
    "    )\n",
    "    _, fiducials_2d = fiducials_to_mesh(\n",
    "        specimen, rotations, translations, detector=detector, parameterization=\"matrix\"\n",
    "    )\n",
    "    lines = lines_to_mesh(camera, fiducials_2d)\n",
    "\n",
    "    plotter.add_mesh(camera, show_edges=True, line_width=3)\n",
    "    plotter.add_mesh(detector, texture=texture)\n",
    "    plotter.add_mesh(\n",
    "        fiducials_2d,\n",
    "        color=color,\n",
    "        point_size=5,\n",
    "        render_points_as_spheres=True,\n",
    "    )\n",
    "    for line in lines:\n",
    "        plotter.add_mesh(line, color=color)\n",
    "\n",
    "plotter.add_axes()\n",
    "plotter.add_bounding_box()\n",
    "plotter.show(jupyter_backend=\"static\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "81ad6aea-6af8-445d-be2b-0ffe5586026f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
